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Trial Characteristics and Appropriateness of Statistical Methods Applied for Design and Analysis of Randomized School-Based Studies Addressing Weight-Related Issues: A Literature Review

OBJECTIVE: To evaluate whether clustering effects, often quantified by the intracluster correlation coefficient (ICC), were appropriately accounted for in design and analysis of school-based trials. METHODS: We searched PubMed and extracted variables concerning study characteristics, power analysis,...

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Autores principales: Heo, Moonseong, Nair, Singh R., Wylie-Rosett, Judith, Faith, Myles S., Pietrobelli, Angelo, Glassman, Nancy R., Martin, Sarah N., Dickinson, Stephanie, Allison, David B.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6036807/
https://www.ncbi.nlm.nih.gov/pubmed/30046468
http://dx.doi.org/10.1155/2018/8767315
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author Heo, Moonseong
Nair, Singh R.
Wylie-Rosett, Judith
Faith, Myles S.
Pietrobelli, Angelo
Glassman, Nancy R.
Martin, Sarah N.
Dickinson, Stephanie
Allison, David B.
author_facet Heo, Moonseong
Nair, Singh R.
Wylie-Rosett, Judith
Faith, Myles S.
Pietrobelli, Angelo
Glassman, Nancy R.
Martin, Sarah N.
Dickinson, Stephanie
Allison, David B.
author_sort Heo, Moonseong
collection PubMed
description OBJECTIVE: To evaluate whether clustering effects, often quantified by the intracluster correlation coefficient (ICC), were appropriately accounted for in design and analysis of school-based trials. METHODS: We searched PubMed and extracted variables concerning study characteristics, power analysis, ICC use for power analysis, applied statistical models, and the report of the ICC estimated from the observed data. RESULTS: N=263 papers were identified, and N=121 papers were included for evaluation. Overall, only a minority (21.5%) of studies incorporated ICC values for power analysis, fewer studies (8.3%) reported the estimated ICC, and 68.6% of studies applied appropriate multilevel models. A greater proportion of studies applied the appropriate models during the past five years (2013–2017) compared to the prior years (74.1% versus 63.5%, p=0.176). Significantly associated with application of appropriate models were a larger number of schools (p=0.030), a larger sample size (p=0.002), longer follow-up (p=0.014), and randomization at a cluster level (p < 0.001) and so were studies that incorporated the ICC into power analysis (p=0.016) and reported the estimated ICC (p=0.030). CONCLUSION: Although application of appropriate models has increased over the years, consideration of clustering effects in power analysis has been inadequate, as has report of estimated ICC. To increase rigor, future school-based trials should address these issues at both the design and analysis stages.
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spelling pubmed-60368072018-07-25 Trial Characteristics and Appropriateness of Statistical Methods Applied for Design and Analysis of Randomized School-Based Studies Addressing Weight-Related Issues: A Literature Review Heo, Moonseong Nair, Singh R. Wylie-Rosett, Judith Faith, Myles S. Pietrobelli, Angelo Glassman, Nancy R. Martin, Sarah N. Dickinson, Stephanie Allison, David B. J Obes Review Article OBJECTIVE: To evaluate whether clustering effects, often quantified by the intracluster correlation coefficient (ICC), were appropriately accounted for in design and analysis of school-based trials. METHODS: We searched PubMed and extracted variables concerning study characteristics, power analysis, ICC use for power analysis, applied statistical models, and the report of the ICC estimated from the observed data. RESULTS: N=263 papers were identified, and N=121 papers were included for evaluation. Overall, only a minority (21.5%) of studies incorporated ICC values for power analysis, fewer studies (8.3%) reported the estimated ICC, and 68.6% of studies applied appropriate multilevel models. A greater proportion of studies applied the appropriate models during the past five years (2013–2017) compared to the prior years (74.1% versus 63.5%, p=0.176). Significantly associated with application of appropriate models were a larger number of schools (p=0.030), a larger sample size (p=0.002), longer follow-up (p=0.014), and randomization at a cluster level (p < 0.001) and so were studies that incorporated the ICC into power analysis (p=0.016) and reported the estimated ICC (p=0.030). CONCLUSION: Although application of appropriate models has increased over the years, consideration of clustering effects in power analysis has been inadequate, as has report of estimated ICC. To increase rigor, future school-based trials should address these issues at both the design and analysis stages. Hindawi 2018-06-25 /pmc/articles/PMC6036807/ /pubmed/30046468 http://dx.doi.org/10.1155/2018/8767315 Text en Copyright © 2018 Moonseong Heo et al. http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Review Article
Heo, Moonseong
Nair, Singh R.
Wylie-Rosett, Judith
Faith, Myles S.
Pietrobelli, Angelo
Glassman, Nancy R.
Martin, Sarah N.
Dickinson, Stephanie
Allison, David B.
Trial Characteristics and Appropriateness of Statistical Methods Applied for Design and Analysis of Randomized School-Based Studies Addressing Weight-Related Issues: A Literature Review
title Trial Characteristics and Appropriateness of Statistical Methods Applied for Design and Analysis of Randomized School-Based Studies Addressing Weight-Related Issues: A Literature Review
title_full Trial Characteristics and Appropriateness of Statistical Methods Applied for Design and Analysis of Randomized School-Based Studies Addressing Weight-Related Issues: A Literature Review
title_fullStr Trial Characteristics and Appropriateness of Statistical Methods Applied for Design and Analysis of Randomized School-Based Studies Addressing Weight-Related Issues: A Literature Review
title_full_unstemmed Trial Characteristics and Appropriateness of Statistical Methods Applied for Design and Analysis of Randomized School-Based Studies Addressing Weight-Related Issues: A Literature Review
title_short Trial Characteristics and Appropriateness of Statistical Methods Applied for Design and Analysis of Randomized School-Based Studies Addressing Weight-Related Issues: A Literature Review
title_sort trial characteristics and appropriateness of statistical methods applied for design and analysis of randomized school-based studies addressing weight-related issues: a literature review
topic Review Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6036807/
https://www.ncbi.nlm.nih.gov/pubmed/30046468
http://dx.doi.org/10.1155/2018/8767315
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